Period
to 15 October 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 15 October 2019 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
15 Oct 2019
Same period 2018 Same period 2017
Rank 201 230 186
Rank change year-on-year +29 -44 +65
Permanent jobs citing Data Structures 58 54 111
As % of all permanent IT jobs advertised in Manchester 0.89% 0.74% 1.43%
As % of the Miscellaneous category 2.27% 2.13% 3.75%
Number of salaries quoted 44 48 113
Manchester median annual salary £65,000 £52,500 £57,500
Median salary % change year-on-year +23.81% -8.70% +4.55%
10th Percentile £54,500 £36,250 £26,500
90th Percentile £76,000 £72,500 £66,250
North West median annual salary £65,000 £50,000 £55,000
% change year-on-year +30.00% -9.09% +11.11%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,559 2,541 2,958
As % of all permanent IT jobs advertised in Manchester 39.23% 34.91% 38.19%
Number of salaries quoted 1,911 2,075 2,442
Manchester median annual salary £45,000 £45,000 £44,471
Median salary % change year-on-year - +1.19% +4.64%
10th Percentile £27,500 £26,100 £26,022
90th Percentile £70,000 £68,750 £67,500
North West median annual salary £44,000 £45,000 £42,500
% change year-on-year -2.22% +5.88% +6.25%

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 15 October 2019.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 15 October 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Salford +1 9 £50,000 -
Sale - 1 £45,000 -
Data Structures
North West

For the 6 months to 15 October 2019, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 45 (77.59%) Algorithms
2 38 (65.52%) Java
3 37 (63.79%) Software Engineering
4 36 (62.07%) C#
4 36 (62.07%) Finance
5 35 (60.34%) Computer Science
5 35 (60.34%) Relational Database
6 34 (58.62%) OO
7 29 (50.00%) Python
7 29 (50.00%) C++
7 29 (50.00%) User Experience
7 29 (50.00%) Hedge funds
7 29 (50.00%) R
7 29 (50.00%) Mathematics
7 29 (50.00%) Physics
7 29 (50.00%) Derivative
7 29 (50.00%) Fintech
8 21 (36.21%) Agile Software Development
9 9 (15.52%) Analytical Skills
9 9 (15.52%) Decision-Making
10 8 (13.79%) Mob Programming
10 8 (13.79%) Mobile Development
10 8 (13.79%) Mentoring
10 8 (13.79%) Kotlin
10 8 (13.79%) Continuous Improvement
10 8 (13.79%) Android
10 8 (13.79%) TDD
10 8 (13.79%) Pair Programming
10 8 (13.79%) BBC
11 7 (12.07%) .NET

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (1.72%) Elasticsearch
Business Applications
1 1 (1.72%) Magento
Cloud Services
1 3 (5.17%) AWS
1 3 (5.17%) Azure
2 1 (1.72%) Cloud Computing
Database & Business Intelligence
1 35 (60.34%) Relational Database
2 6 (10.34%) Data Warehouse
2 6 (10.34%) NoSQL
2 6 (10.34%) RDBMS
3 5 (8.62%) SQL Server
3 5 (8.62%) SQL Server Integration Services
4 4 (6.90%) SQL Server 2008
4 4 (6.90%) SQL Server Reporting Services
5 3 (5.17%) SQL Server Analysis Services
6 1 (1.72%) MongoDB
6 1 (1.72%) MySQL
Development Applications
1 3 (5.17%) Jenkins
1 3 (5.17%) Vagrant
2 1 (1.72%) Git (software)
General
1 36 (62.07%) Finance
2 5 (8.62%) Banking
3 4 (6.90%) Back Office
4 1 (1.72%) Manufacturing
Job Titles
1 33 (56.90%) Developer
2 29 (50.00%) C# Developer
2 29 (50.00%) C++ Developer
2 29 (50.00%) C++/C# Developer
2 29 (50.00%) C++/Java Developer
2 29 (50.00%) Graduate
2 29 (50.00%) Graduate C# Developer
2 29 (50.00%) Graduate C++ Developer
2 29 (50.00%) Graduate C++/C# Developer
2 29 (50.00%) Graduate Developer
2 29 (50.00%) Graduate Java Developer
2 29 (50.00%) Graduate Python Developer
2 29 (50.00%) Java Developer
2 29 (50.00%) Junior
2 29 (50.00%) Junior C# Developer
2 29 (50.00%) Junior C++ Developer
2 29 (50.00%) Junior Developer
2 29 (50.00%) Junior Java Developer
2 29 (50.00%) Junior Python Developer
2 29 (50.00%) Python Developer
Libraries, Frameworks & Software Standards
1 7 (12.07%) .NET
2 4 (6.90%) Web Services
3 3 (5.17%) Kafka
3 3 (5.17%) RabbitMQ
4 2 (3.45%) AngularJS
4 2 (3.45%) ASP.NET
4 2 (3.45%) ASP.NET Web Forms
4 2 (3.45%) COM+
4 2 (3.45%) JSON
4 2 (3.45%) REST
5 1 (1.72%) jQuery
5 1 (1.72%) Node.js
5 1 (1.72%) WCF
5 1 (1.72%) XML
5 1 (1.72%) XML Schema
5 1 (1.72%) XSLT
Miscellaneous
1 45 (77.59%) Algorithms
2 29 (50.00%) Derivative
2 29 (50.00%) Hedge funds
2 29 (50.00%) User Experience
3 9 (15.52%) Analytical Skills
4 8 (13.79%) BBC
5 1 (1.72%) Clustering
5 1 (1.72%) Replication
5 1 (1.72%) Tandem
Operating Systems
1 8 (13.79%) Android
2 3 (5.17%) Linux
2 3 (5.17%) Windows
Processes & Methodologies
1 37 (63.79%) Software Engineering
2 35 (60.34%) Computer Science
3 34 (58.62%) OO
4 29 (50.00%) Fintech
4 29 (50.00%) Mathematics
4 29 (50.00%) Physics
5 21 (36.21%) Agile Software Development
6 9 (15.52%) Decision-Making
7 8 (13.79%) Continuous Improvement
7 8 (13.79%) Mentoring
7 8 (13.79%) Mob Programming
7 8 (13.79%) Mobile Development
7 8 (13.79%) Pair Programming
7 8 (13.79%) TDD
8 7 (12.07%) Data Integration
9 6 (10.34%) Data Modelling
9 6 (10.34%) Scrum
10 5 (8.62%) ETL
10 5 (8.62%) OOA/OOD
10 5 (8.62%) RUP
Programming Languages
1 38 (65.52%) Java
2 36 (62.07%) C#
3 29 (50.00%) C++
3 29 (50.00%) Python
3 29 (50.00%) R
4 8 (13.79%) Kotlin
5 6 (10.34%) SQL
6 3 (5.17%) JavaScript
7 2 (3.45%) T-SQL
8 1 (1.72%) PHP
8 1 (1.72%) XPath
Qualifications
1 6 (10.34%) Degree
2 3 (5.17%) DBS Check
3 1 (1.72%) Computer Science Degree
System Software
1 3 (5.17%) Docker
Systems Management
1 3 (5.17%) Ansible
1 3 (5.17%) Kubernetes
1 3 (5.17%) Terraform
Vendors
1 1 (1.72%) SAP